White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), All pseudo-absence/background points, Cropped to 750 m isobath, all covariates (u and v become vel_mag) and seals, evaluated using Brier score
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max | brier_class |
|---|---|---|---|---|---|
| rf | 0.9609967 | 0.9221359 | 0.9955697 | 0.9620283 | NA |
| bt | 0.7356446 | 0.9023481 | 0.7634721 | 0.4316980 | NA |
| maxnet | 0.6208017 | 0.9835729 | 0.7767329 | 0.4336838 | NA |
| gam | NA | NA | NA | NA | 0.1538248 |
| glm | NA | NA | NA | NA | 0.1720221 |
Variable Importance
